Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	79215
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.9 MiB
Average record size in memory	104.0 B

Variable types

Numeric	13

Alerts

`df_index` is highly correlated with `X_22`	High correlation
`X_19` is highly correlated with `X_20` and 2 other fields	High correlation
`X_20` is highly correlated with `X_19` and 2 other fields	High correlation
`X_21` is highly correlated with `X_19` and 2 other fields	High correlation
`X_22` is highly correlated with `df_index` and 3 other fields	High correlation
`X_31` is highly correlated with `X_33`	High correlation
`X_33` is highly correlated with `X_31`	High correlation
`df_index` is highly correlated with `X_22`	High correlation
`X_19` is highly correlated with `X_20` and 2 other fields	High correlation
`X_20` is highly correlated with `X_19` and 2 other fields	High correlation
`X_21` is highly correlated with `X_19` and 2 other fields	High correlation
`X_22` is highly correlated with `df_index` and 3 other fields	High correlation
`X_30` is highly correlated with `X_32`	High correlation
`X_32` is highly correlated with `X_30`	High correlation
`X_19` is highly correlated with `X_21`	High correlation
`X_20` is highly correlated with `X_21` and 1 other fields	High correlation
`X_21` is highly correlated with `X_19` and 1 other fields	High correlation
`X_22` is highly correlated with `X_20`	High correlation
`df_index` is highly correlated with `X_19` and 3 other fields	High correlation
`X_19` is highly correlated with `df_index` and 3 other fields	High correlation
`X_20` is highly correlated with `df_index` and 3 other fields	High correlation
`X_21` is highly correlated with `df_index` and 3 other fields	High correlation
`X_22` is highly correlated with `df_index` and 3 other fields	High correlation
`df_index` is uniformly distributed	Uniform

Reproduction

Analysis started	2022-08-07 05:50:57.643680
Analysis finished	2022-08-07 05:51:24.768451
Duration	27.12 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	39608
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19803.25

Minimum	0
Maximum	39607
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1980
Q1	9901.5
median	19803
Q3	29705
95-th percentile	37626.3
Maximum	39607
Range	39607
Interquartile range (IQR)	19803.5

Descriptive statistics

Standard deviation	11433.77256
Coefficient of variation (CV)	0.5773684907
Kurtosis	-1.199999999
Mean	19803.25
Median Absolute Deviation (MAD)	9902
Skewness	1.6561712 × 10^-9
Sum	1568714449
Variance	130731155.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	< 0.1%
26407	2	< 0.1%
26400	2	< 0.1%
26401	2	< 0.1%
26402	2	< 0.1%
26403	2	< 0.1%
26404	2	< 0.1%
26405	2	< 0.1%
26406	2	< 0.1%
26408	2	< 0.1%
Other values (39598)	79195	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
39607	1	< 0.1%
39606	2	< 0.1%
39605	2	< 0.1%
39604	2	< 0.1%
39603	2	< 0.1%
39602	2	< 0.1%
39601	2	< 0.1%
39600	2	< 0.1%
39599	2	< 0.1%
39598	2	< 0.1%

X_19
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	84
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.239343432

Minimum	2.86
Maximum	3.75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	2.86
5-th percentile	3.09
Q1	3.16
median	3.22
Q3	3.31
95-th percentile	3.45
Maximum	3.75
Range	0.89
Interquartile range (IQR)	0.15

Descriptive statistics

Standard deviation	0.1102015904
Coefficient of variation (CV)	0.03401973046
Kurtosis	-0.2850142993
Mean	3.239343432
Median Absolute Deviation (MAD)	0.07
Skewness	0.4890459561
Sum	256604.59
Variance	0.01214439054
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.19	3195	4.0%
3.18	3135	4.0%
3.16	3068	3.9%
3.17	3059	3.9%
3.2	2904	3.7%
3.22	2878	3.6%
3.21	2844	3.6%
3.13	2769	3.5%
3.15	2762	3.5%
3.14	2759	3.5%
Other values (74)	49842	62.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.86	1	< 0.1%
2.89	3	< 0.1%
2.9	4	< 0.1%
2.91	5	< 0.1%
2.92	4	< 0.1%
2.93	9	< 0.1%
2.94	10	< 0.1%
2.95	11	< 0.1%
2.96	19	< 0.1%
2.97	42	0.1%

Value	Count	Frequency (%)
3.75	1	< 0.1%
3.74	1	< 0.1%
3.72	1	< 0.1%
3.71	1	< 0.1%
3.69	1	< 0.1%
3.66	2	< 0.1%
3.65	1	< 0.1%
3.64	2	< 0.1%
3.63	4	< 0.1%
3.62	2	< 0.1%

X_20
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	79
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.184119422

Minimum	2.83
Maximum	3.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	2.83
5-th percentile	3.03
Q1	3.1
median	3.18
Q3	3.27
95-th percentile	3.35
Maximum	3.67
Range	0.84
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.1052249117
Coefficient of variation (CV)	0.03304678556
Kurtosis	-0.7258073828
Mean	3.184119422
Median Absolute Deviation (MAD)	0.08
Skewness	0.07319835121
Sum	252230.02
Variance	0.01107228205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.11	2888	3.6%
3.09	2738	3.5%
3.12	2699	3.4%
3.1	2643	3.3%
3.26	2559	3.2%
3.29	2513	3.2%
3.08	2449	3.1%
3.13	2417	3.1%
3.28	2369	3.0%
3.25	2361	3.0%
Other values (69)	53579	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.83	8	< 0.1%
2.84	9	< 0.1%
2.85	16	< 0.1%
2.86	8	< 0.1%
2.87	18	< 0.1%
2.88	15	< 0.1%
2.89	29	< 0.1%
2.9	27	< 0.1%
2.91	38	< 0.1%
2.92	34	< 0.1%

Value	Count	Frequency (%)
3.67	1	< 0.1%
3.62	2	< 0.1%
3.61	2	< 0.1%
3.59	2	< 0.1%
3.58	3	< 0.1%
3.57	2	< 0.1%
3.56	1	< 0.1%
3.55	2	< 0.1%
3.54	2	< 0.1%
3.53	4	< 0.1%

X_21
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.173294326

Minimum	2.83
Maximum	3.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	2.83
5-th percentile	3.03
Q1	3.09
median	3.16
Q3	3.24
95-th percentile	3.37
Maximum	3.68
Range	0.85
Interquartile range (IQR)	0.15

Descriptive statistics

Standard deviation	0.1066429125
Coefficient of variation (CV)	0.03360637293
Kurtosis	-0.2776467029
Mean	3.173294326
Median Absolute Deviation (MAD)	0.07
Skewness	0.5241003791
Sum	251372.51
Variance	0.01137271079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.1	3514	4.4%
3.11	3513	4.4%
3.09	3479	4.4%
3.12	3400	4.3%
3.08	3180	4.0%
3.13	2925	3.7%
3.07	2857	3.6%
3.14	2723	3.4%
3.15	2666	3.4%
3.17	2659	3.4%
Other values (67)	48299	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.83	4	< 0.1%
2.84	2	< 0.1%
2.86	4	< 0.1%
2.87	7	< 0.1%
2.88	15	< 0.1%
2.89	19	< 0.1%
2.9	19	< 0.1%
2.91	30	< 0.1%
2.92	38	< 0.1%
2.93	41	0.1%

Value	Count	Frequency (%)
3.68	1	< 0.1%
3.61	3	< 0.1%
3.58	5	< 0.1%
3.57	3	< 0.1%
3.56	8	< 0.1%
3.55	5	< 0.1%
3.54	11	< 0.1%
3.53	9	< 0.1%
3.52	12	< 0.1%
3.51	21	< 0.1%

X_22
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	90
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.232379979

Minimum	2.85
Maximum	3.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	2.85
5-th percentile	3.07
Q1	3.14
median	3.23
Q3	3.32
95-th percentile	3.4
Maximum	3.82
Range	0.97
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	0.1086628494
Coefficient of variation (CV)	0.03361697887
Kurtosis	-0.6259001337
Mean	3.232379979
Median Absolute Deviation (MAD)	0.09
Skewness	0.05365041662
Sum	256052.98
Variance	0.01180761485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.13	2594	3.3%
3.3	2496	3.2%
3.19	2481	3.1%
3.18	2444	3.1%
3.31	2423	3.1%
3.12	2409	3.0%
3.14	2397	3.0%
3.21	2394	3.0%
3.16	2374	3.0%
3.22	2330	2.9%
Other values (80)	54873	69.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.85	5	< 0.1%
2.86	4	< 0.1%
2.87	8	< 0.1%
2.88	9	< 0.1%
2.89	12	< 0.1%
2.9	14	< 0.1%
2.91	16	< 0.1%
2.92	21	< 0.1%
2.93	23	< 0.1%
2.94	28	< 0.1%

Value	Count	Frequency (%)
3.82	1	< 0.1%
3.8	1	< 0.1%
3.79	1	< 0.1%
3.78	1	< 0.1%
3.77	1	< 0.1%
3.75	1	< 0.1%
3.73	1	< 0.1%
3.71	1	< 0.1%
3.69	2	< 0.1%
3.66	2	< 0.1%

X_30
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.37883772

Minimum	0.57
Maximum	2.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0.57
5-th percentile	1.35
Q1	1.37
median	1.37
Q3	1.38
95-th percentile	1.41
Maximum	2.11
Range	1.54
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	0.03008779557
Coefficient of variation (CV)	0.02182112886
Kurtosis	179.89617
Mean	1.37883772
Median Absolute Deviation (MAD)	0.01
Skewness	-3.208254837
Sum	109224.63
Variance	0.0009052754424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
1.37	23423	29.6%
1.38	21775	27.5%
1.36	11932	15.1%
1.39	10318	13.0%
1.35	3963	5.0%
1.4	2738	3.5%
1.48	917	1.2%
1.49	782	1.0%
1.47	757	1.0%
1.34	621	0.8%
Other values (35)	1989	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.57	24	< 0.1%
1.21	1	< 0.1%
1.27	2	< 0.1%
1.28	5	< 0.1%
1.29	2	< 0.1%
1.3	7	< 0.1%
1.31	16	< 0.1%
1.32	26	< 0.1%
1.33	66	0.1%
1.34	621	0.8%

Value	Count	Frequency (%)
2.11	1	< 0.1%
2.09	1	< 0.1%
2.03	1	< 0.1%
2	1	< 0.1%
1.99	1	< 0.1%
1.87	1	< 0.1%
1.78	1	< 0.1%
1.75	1	< 0.1%
1.68	1	< 0.1%
1.63	1	< 0.1%

X_31
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	90
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.571119864

Minimum	0.6
Maximum	7.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0.6
5-th percentile	1.51
Q1	1.53
median	1.55
Q3	1.6
95-th percentile	1.7
Maximum	7.89
Range	7.29
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.07509934482
Coefficient of variation (CV)	0.04779988246
Kurtosis	1061.112532
Mean	1.571119864
Median Absolute Deviation (MAD)	0.02
Skewness	14.14912024
Sum	124456.26
Variance	0.005639911593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.54	12208	15.4%
1.53	11765	14.9%
1.52	9055	11.4%
1.55	8228	10.4%
1.56	5340	6.7%
1.51	4235	5.3%
1.57	3253	4.1%
1.58	2135	2.7%
1.61	2074	2.6%
1.62	2064	2.6%
Other values (80)	18858	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	29	< 0.1%
1.43	2	< 0.1%
1.44	1	< 0.1%
1.45	2	< 0.1%
1.46	5	< 0.1%
1.47	5	< 0.1%
1.48	16	< 0.1%
1.49	92	0.1%
1.5	875	1.1%
1.51	4235	5.3%

Value	Count	Frequency (%)
7.89	1	< 0.1%
7.21	1	< 0.1%
3.48	1	< 0.1%
3.11	1	< 0.1%
2.96	1	< 0.1%
2.8	1	< 0.1%
2.79	1	< 0.1%
2.76	2	< 0.1%
2.7	1	< 0.1%
2.67	1	< 0.1%

X_32
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.362823076

Minimum	0.57
Maximum	2.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0.57
5-th percentile	1.34
Q1	1.35
median	1.36
Q3	1.37
95-th percentile	1.38
Maximum	2.45
Range	1.88
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.02936587865
Coefficient of variation (CV)	0.02154782903
Kurtosis	266.5905596
Mean	1.362823076
Median Absolute Deviation (MAD)	0.01
Skewness	-4.140794936
Sum	107956.03
Variance	0.0008623548289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
1.36	27380	34.6%
1.35	21542	27.2%
1.37	16383	20.7%
1.34	5743	7.2%
1.38	3382	4.3%
1.46	1316	1.7%
1.47	901	1.1%
1.45	766	1.0%
1.33	674	0.9%
1.39	354	0.4%
Other values (35)	774	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.57	31	< 0.1%
1.26	1	< 0.1%
1.27	3	< 0.1%
1.28	5	< 0.1%
1.29	9	< 0.1%
1.3	12	< 0.1%
1.31	13	< 0.1%
1.32	80	0.1%
1.33	674	0.9%
1.34	5743	7.2%

Value	Count	Frequency (%)
2.45	1	< 0.1%
2.29	1	< 0.1%
2.14	1	< 0.1%
2.11	1	< 0.1%
1.96	1	< 0.1%
1.92	1	< 0.1%
1.9	1	< 0.1%
1.84	2	< 0.1%
1.77	1	< 0.1%
1.7	1	< 0.1%

X_33
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	120
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.596088115

Minimum	0.61
Maximum	8.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0.61
5-th percentile	1.53
Q1	1.55
median	1.57
Q3	1.61
95-th percentile	1.77
Maximum	8.95
Range	8.34
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.1192228405
Coefficient of variation (CV)	0.07469690391
Kurtosis	777.5093417
Mean	1.596088115
Median Absolute Deviation (MAD)	0.02
Skewness	15.57564374
Sum	126434.12
Variance	0.0142140857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.55	11704	14.8%
1.56	10880	13.7%
1.57	8933	11.3%
1.54	7754	9.8%
1.58	6141	7.8%
1.53	4456	5.6%
1.59	3984	5.0%
1.6	2678	3.4%
1.52	2002	2.5%
1.61	1809	2.3%
Other values (110)	18874	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.61	156	0.2%
1.43	1	< 0.1%
1.48	5	< 0.1%
1.49	15	< 0.1%
1.5	97	0.1%
1.51	602	0.8%
1.52	2002	2.5%
1.53	4456	5.6%
1.54	7754	9.8%
1.55	11704	14.8%

Value	Count	Frequency (%)
8.95	1	< 0.1%
8.07	1	< 0.1%
7.86	1	< 0.1%
7.81	1	< 0.1%
7.6	1	< 0.1%
7.53	1	< 0.1%
6.54	1	< 0.1%
5.97	1	< 0.1%
5.76	1	< 0.1%
5.6	1	< 0.1%

X_34
Real number (ℝ_≥0)

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.95020678

Minimum	12.84
Maximum	13.23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	12.84
5-th percentile	12.87
Q1	12.92
median	12.96
Q3	12.99
95-th percentile	13.01
Maximum	13.23
Range	0.39
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.04412292821
Coefficient of variation (CV)	0.003407121521
Kurtosis	-0.6989091487
Mean	12.95020678
Median Absolute Deviation (MAD)	0.03
Skewness	-0.4221656177
Sum	1025850.63
Variance	0.001946832794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
12.97	10031	12.7%
12.99	9820	12.4%
12.96	7879	9.9%
12.94	6078	7.7%
12.98	5410	6.8%
12.92	4756	6.0%
12.87	4377	5.5%
13.01	4207	5.3%
12.89	3960	5.0%
13	3869	4.9%
Other values (17)	18828	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.84	45	0.1%
12.85	221	0.3%
12.86	2038	2.6%
12.87	4377	5.5%
12.88	2283	2.9%
12.89	3960	5.0%
12.9	1759	2.2%
12.91	3745	4.7%
12.92	4756	6.0%
12.93	2609	3.3%

Value	Count	Frequency (%)
13.23	1	< 0.1%
13.09	1	< 0.1%
13.08	9	< 0.1%
13.07	7	< 0.1%
13.06	34	< 0.1%
13.05	55	0.1%
13.04	339	0.4%
13.03	945	1.2%
13.02	995	1.3%
13.01	4207	5.3%

X_35
Real number (ℝ_≥0)

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.9204027

Minimum	12.81
Maximum	13.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	12.81
5-th percentile	12.85
Q1	12.87
median	12.92
Q3	12.97
95-th percentile	13
Maximum	13.09
Range	0.28
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.0521395629
Coefficient of variation (CV)	0.004035444104
Kurtosis	-1.232695046
Mean	12.9204027
Median Absolute Deviation (MAD)	0.05
Skewness	0.1062605863
Sum	1023489.7
Variance	0.00271853402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
12.86	8153	10.3%
12.88	7673	9.7%
12.98	7429	9.4%
12.96	5802	7.3%
12.85	4833	6.1%
12.9	4664	5.9%
12.95	4595	5.8%
12.87	4407	5.6%
12.93	4365	5.5%
12.91	4226	5.3%
Other values (18)	23068	29.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.81	63	0.1%
12.82	231	0.3%
12.83	1274	1.6%
12.84	1184	1.5%
12.85	4833	6.1%
12.86	8153	10.3%
12.87	4407	5.6%
12.88	7673	9.7%
12.89	2815	3.6%
12.9	4664	5.9%

Value	Count	Frequency (%)
13.09	1	< 0.1%
13.07	7	< 0.1%
13.06	9	< 0.1%
13.05	57	0.1%
13.04	62	0.1%
13.03	280	0.4%
13.02	877	1.1%
13.01	971	1.2%
13	3675	4.6%
12.99	3430	4.3%

X_36
Real number (ℝ_≥0)

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.94169147

Minimum	12.84
Maximum	13.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	12.84
5-th percentile	12.87
Q1	12.9
median	12.95
Q3	12.98
95-th percentile	13.01
Maximum	13.09
Range	0.25
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.04801667182
Coefficient of variation (CV)	0.003710231535
Kurtosis	-1.116694626
Mean	12.94169147
Median Absolute Deviation (MAD)	0.04
Skewness	-0.1963443169
Sum	1025176.09
Variance	0.002305600772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
12.99	8549	10.8%
12.97	8530	10.8%
12.96	6895	8.7%
12.87	6655	8.4%
12.89	5784	7.3%
12.94	5333	6.7%
12.98	4643	5.9%
12.92	4381	5.5%
12.91	4031	5.1%
13.01	3838	4.8%
Other values (16)	20576	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.84	162	0.2%
12.85	408	0.5%
12.86	3245	4.1%
12.87	6655	8.4%
12.88	3402	4.3%
12.89	5784	7.3%
12.9	2063	2.6%
12.91	4031	5.1%
12.92	4381	5.5%
12.93	2350	3.0%

Value	Count	Frequency (%)
13.09	3	< 0.1%
13.08	5	< 0.1%
13.07	6	< 0.1%
13.06	37	< 0.1%
13.05	68	0.1%
13.04	288	0.4%
13.03	891	1.1%
13.02	885	1.1%
13.01	3838	4.8%
13	3667	4.6%

X_37
Real number (ℝ_≥0)

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.91931642

Minimum	12.81
Maximum	13.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	12.81
5-th percentile	12.85
Q1	12.87
median	12.91
Q3	12.97
95-th percentile	13
Maximum	13.08
Range	0.27
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.05231542438
Coefficient of variation (CV)	0.004049395703
Kurtosis	-1.231453122
Mean	12.91931642
Median Absolute Deviation (MAD)	0.05
Skewness	0.1474668409
Sum	1023403.65
Variance	0.002736903628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
12.86	8388	10.6%
12.88	8279	10.5%
12.98	7167	9.0%
12.96	5644	7.1%
12.85	4923	6.2%
12.9	4640	5.9%
12.87	4449	5.6%
12.95	4388	5.5%
12.93	4290	5.4%
12.91	4083	5.2%
Other values (18)	22964	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.81	34	< 0.1%
12.82	270	0.3%
12.83	1312	1.7%
12.84	1209	1.5%
12.85	4923	6.2%
12.86	8388	10.6%
12.87	4449	5.6%
12.88	8279	10.5%
12.89	2881	3.6%
12.9	4640	5.9%

Value	Count	Frequency (%)
13.08	1	< 0.1%
13.07	8	< 0.1%
13.06	7	< 0.1%
13.05	47	0.1%
13.04	56	0.1%
13.03	331	0.4%
13.02	930	1.2%
13.01	870	1.1%
13	3753	4.7%
12.99	3348	4.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	X_19	X_20	X_21	X_22	X_30	X_31	X_32	X_33	X_34	X_35	X_36	X_37
0	0	3.11	3.17	3.06	3.13	1.49	1.69	1.46	1.74	12.99	12.88	12.89	12.99
1	1	2.97	3.11	2.91	3.20	1.49	1.67	1.45	1.66	12.92	12.87	12.89	12.93
2	2	3.04	3.04	3.01	3.12	1.49	1.69	1.46	1.68	12.97	12.87	12.87	13.00
3	3	3.05	3.01	3.02	3.08	1.47	1.68	1.47	1.68	12.91	12.97	12.99	12.92
4	4	3.04	3.07	3.00	3.12	1.49	1.68	1.47	1.82	12.96	12.85	12.91	12.96
5	5	3.22	3.20	3.16	3.22	1.50	1.65	1.48	1.67	12.96	12.91	13.01	12.99
6	6	3.24	3.11	3.20	3.20	1.46	1.77	1.47	1.94	12.95	12.89	12.94	12.86
7	7	3.25	3.08	3.20	3.18	1.47	1.72	1.48	2.00	13.01	12.86	12.87	12.88
8	8	3.12	3.18	3.13	3.11	1.50	1.64	1.46	1.64	12.97	13.00	12.86	12.88
9	9	3.00	3.09	3.03	3.08	1.51	1.68	1.48	1.99	12.98	12.85	12.94	12.97

Last rows

	df_index	X_19	X_20	X_21	X_22	X_30	X_31	X_32	X_33	X_34	X_35	X_36	X_37
79205	39598	3.16	3.11	2.98	3.02	1.36	1.61	1.36	1.81	12.92	12.95	12.97	13.00
79206	39599	3.11	3.03	3.07	3.06	1.40	1.54	1.38	1.60	12.95	13.00	12.86	12.96
79207	39600	3.24	3.00	3.12	3.06	1.36	1.59	1.36	1.60	12.96	12.86	12.91	12.95
79208	39601	3.15	3.05	3.07	3.10	1.38	1.67	1.36	1.64	12.98	12.90	12.94	12.88
79209	39602	3.19	3.01	3.07	3.04	1.34	1.58	1.36	1.66	12.94	12.86	13.00	12.95
79210	39603	3.16	3.06	3.07	3.09	1.37	1.66	1.36	1.56	12.98	13.00	12.91	12.90
79211	39604	3.18	2.98	3.09	3.06	1.36	1.64	1.36	1.68	12.92	12.95	12.99	13.00
79212	39605	3.18	3.02	3.09	3.07	1.40	1.62	1.35	1.72	12.99	12.88	13.01	12.85
79213	39606	3.14	3.06	3.02	3.11	1.38	1.56	1.37	1.59	12.97	13.00	12.99	12.90
79214	39607	3.15	3.08	3.07	3.15	1.38	1.54	1.36	1.69	12.97	12.99	12.99	12.86

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows